Conversation
Contributor
There was a problem hiding this comment.
Pull request overview
Updates manuscript prose in paper.md to refine repository naming and clarify the motivation/impact of PyleoTUPS within paleoclimate data-discovery workflows.
Changes:
- Replaces “NOAA NCEI for Paleoclimatology” references with “WDS-Paleo” in several sections.
- Refines framing of the cross-repository search problem and edits AI usage disclosure / acknowledgements prose.
- Reorders and expands the “Research impact statement” narrative.
Suppressed comments (1)
paper.md:54
- This paragraph still says
PyleoTUPShelps users discover and retrieve records from "NOAA NCEI for Paleoclimatology", but the surrounding text now uses WDS-Paleo. Updating this phrase will keep repository naming consistent.
Researchers can currently access WDS-Paleo through its web interface and API [@Morrill2021], and PANGAEA through its web interface and tools such as `pangaeapy` [@pangaeapy]. These resources provide authoritative access to repository holdings, but they are repository-specific and expose different search parameters, metadata structures, and data-return formats. As a result, researchers who need records from both repositories often rely on custom scripts to discover records, retrieve metadata, and load associated data tables. These scripts address the first step in many paleoclimate workflows: finding and extracting relevant records from public archives.
Once records have been identified and retrieved, they may need to be curated into a standardized representation before they can be reused in synthesis or analysis workflows. The Linked Paleo Data format (LiPD) [@McKay2016] and `PyLiPD` [@Ratnakar2025] address this later step. LiPD provides an intermediate archival format in which paleoclimate data and metadata can be normalized, aligned with controlled vocabularies, and represented consistently across datasets. `PyLiPD` provides Python tools for reading, querying, editing, and writing datasets once they have been encoded in this format. `PyleoTUPS` operates upstream of this standardization step by helping researchers discover and retrieve records from NOAA NCEI for Paleoclimatology and PANGAEA before manual curation or transformation into LiPD.
💡 Add a code-review agent skill or configure MCP servers for context-aware, tailored reviews. Learn more in the docs.
Comment on lines
+44
to
+46
| NOAA's World Data Service for Paleoclimatology (WDS-Paleo) is dedicated to paleoclimate data, whereas PANGAEA is a broader Earth and environmental science repository. Because datasets routinely used in paleoclimate research may be archived in either or both repositories, researchers often need to search across both systems, particularly for synthesis efforts that compile hundreds of records across regions, archive types, proxy systems, or time intervals. | ||
|
|
||
| This cross-repository access problem affects more than software convenience. Paleoclimate scientists use existing records to compare with new observations, build syntheses, generate climate field reconstructions, and address questions that require large compilations, such as changes in climate variability or tipping points in the climate system. Differences in repository search interfaces, metadata models, and returned search results can affect which records are identified, how complete a compilation is, and whether the search process can be transparently documented and reproduced. | ||
| This cross-repository access problem affects the scientific conclusions researchers can draw, not just their workflow convenience. Paleoclimate scientists use existing records to compare with new observations, build syntheses, generate climate field reconstructions, and address questions that require large compilations, such as changes in climate variability or tipping points in the climate system. Differences in repository search interfaces, metadata models, and returned search results can affect which records are identified, how complete a compilation is, and whether the search process can be transparently documented and reproduced. |
Co-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>
khider
approved these changes
Aug 20, 2026
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment
Add this suggestion to a batch that can be applied as a single commit.This suggestion is invalid because no changes were made to the code.Suggestions cannot be applied while the pull request is closed.Suggestions cannot be applied while viewing a subset of changes.Only one suggestion per line can be applied in a batch.Add this suggestion to a batch that can be applied as a single commit.Applying suggestions on deleted lines is not supported.You must change the existing code in this line in order to create a valid suggestion.Outdated suggestions cannot be applied.This suggestion has been applied or marked resolved.Suggestions cannot be applied from pending reviews.Suggestions cannot be applied on multi-line comments.Suggestions cannot be applied while the pull request is queued to merge.Suggestion cannot be applied right now. Please check back later.
Here are a handful of edits on the paper. Thanks for putting this together.